you wouldn't miss out anything much if you skip taroko, the attractions over there are all so-so, nothing impressive, but you can give it a try though.
food wise, two areas which are the 花莲金三角 and ziqiang night market. there is also this famous yellow truck 炸弹葱油饼, you should really try it, really nice.